AI & Cloud Infrastructure
April 9, 2026LLM vs AI Agent vs Agentic AI: Drawing the Lines That Matter
The capability spectrum from stateless LLM to multi-agent orchestration is one of the most conflated concepts in the 2026 AI market. The distinctions matter. They change architecture, they change cost by an order of magnitude, and under the EU AI Act they change compliance posture.
AI Agents
Agentic AI
LLM
AI Architecture
Azure OpenAI
Claude
Multi-Agent Systems
Tool Use
By Technspire Team
AI & Cloud Infrastructure
January 2, 2026Model Context Protocol in Production: One Year Review
One year after MCP shipped, this is what adoption actually looks like — server ecosystems, integration patterns, security concerns like tool poisoning and prompt injection, and the open questions heading into 2026.
MCP
Model Context Protocol
AI Agents
Tool Use
Anthropic
By Technspire Team